This project is largely based on a new active Kaggle competition, Mechanisms of Action (MoA) Prediction, which is presented by Laboratory for Innovation Science at Harvard (LISH) with the goal of advancing drug development through improvements to MoA prediction algorithms. The aim of this challenge is to “classify drugs based on their biological activity." If successful, hopefully I can help to develop an algorithm to predict a compound’s MoA given its cellular signature, thus helping scientists advance the drug discovery process.